Key papers

• Diffusion-4K: Ultra-High-Resolution Image Synthesis with Latent Diffusion Models (2025)
  Jinjin Zhang et al.
  9.98
• DiffSketcher: Text Guided Vector Sketch Synthesis through Latent Diffusion Models (2023)
  Ximing Xing et al.
  8.82
• One-step Diffusion Models with $f$-Divergence Distribution Matching (2025)
  Yilun Xu et al.
  8.65
• A Review on Generative AI For Text-To-Image and Image-To-Image Generation and Implications To Scientific Images (2025)
  Zineb Sordo and Eric Chagnon and Daniela Ushizima
  7.58
• Repurposing 2D Diffusion Models with Gaussian Atlas for 3D Generation (2025)
  Tiange Xiang et al.
  5.59
• Training-Free Debiasing of Diffusion Models via CLIP-Guided Denoising Optimization (2026)
  Dain Kim et al.
  5.49
• Gemma 4 Technical Report (2026)
  Gemma Team et al.
  5.49
• Visual Relocalization from Sparse Views in Aliased and Low-Texture Environments via Novel View Synthesis (2026)
  Maria Periba\~nez et al.
  5.49
• A Wavelet Diffusion GAN for Image Super-Resolution (2024)
  Lorenzo Aloisi and Luigi Sigillo and Aurelio Uncini and Danilo Comminiello
  5.37
• Adversarial Style Optimization: Enhancing VLM Jailbreaks by GRPO-based Stylistic Triggers Optimization (2026)
  Bingjun Luo et al.
  5.01
• Pixels for Programs? A Cross-Provider Case Study of Input-Token Accounting for Source Code as Text and Images (2026)
  Ronak Bhalgami
  5.01
• Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-On (2026)
  Yong Liu et al.
  5.01
• Farmland Extent and Visible Boundary Mapping from 1 m NAIP Imagery Using Residual U-Net and Text-Prompted SAM 3 Refinement (2026)
  Mohammadreza Narimani et al.
  5.01
• TextSLIP: Text Self-Supervised CLIP for Medical Report Generation (2026)
  Haoyu Jiang et al.
  5.01
• Visual Saliency Steering Distillation for Multimodal Chain-of-Thought Reasoning (2026)
  Hao Yang et al.
  5.01
• InnoText: A Unified Model for Visual Text Generation and Editing (2026)
  Haowei Liu et al.
  5.01
• GenDR: Lighten Generative Detail Restoration (2025)
  Yan Wang et al.
  4.82
• MCCD: Multi-Agent Collaboration-based Compositional Diffusion for Complex Text-to-Image Generation (2025)
  Mingcheng Li et al.
  4.42
• Nepotistically Trained Generative-AI Models Collapse (2023)
  Matyas Bohacek and Hany Farid
  4.40
• When T2I Synthetic Data Backfires: Amplified Privacy Risks in Real-Synthetic Mix Training (2026)
  Na Li et al.
  4.39
• I2VShield: An Efficient Proactive Defense Framework against DiT-based Image-to-Video Models (2026)
  Yimao Guo et al.
  4.39
• ScaleDiff: Higher-Resolution Image Synthesis via Efficient and Model-Agnostic Diffusion (2025)
  Sungho Koh et al.
  4.03
• Seeing It Before It Happens: In-Generation NSFW Detection for Diffusion-Based Text-to-Image Models (2025)
  Fan Yang et al.
  3.92
• StorySync: Training-Free Subject Consistency in Text-to-Image Generation via Region Harmonization (2025)
  Gopalji Gaur et al.
  3.92
• One-step Latent-free Image Generation with Pixel Mean Flows (2026)
  Yiyang Lu et al.
  3.92
• TurboFill: Adapting Few-step Text-to-image Model for Fast Image Inpainting (2025)
  Liangbin Xie et al.
  3.70
• Tutorial on Diffusion Models for Imaging and Vision (2024)
  Stanley H. Chan
  3.69
• STAY Diffusion: Styled Layout Diffusion Model for Diverse Layout-to-Image Generation (2025)
  Ruyu Wang et al.
  3.64
• Language-Guided Trajectory Traversal in Disentangled Stable Diffusion Latent Space for Factorized Medical Image Generation (2025)
  Zahra TehraniNasab et al.
  3.64
• PartEdit: Fine-Grained Image Editing using Pre-Trained Diffusion Models (2025)
  Aleksandar Cvejic et al.
  3.59
• Diffusion Models Through a Global Lens: Are They Culturally Inclusive? (2025)
  Zahra Bayramli et al.
  3.59
• Probing Diffusion Denoising Dynamics for Contrastive Representation Learning (2026)
  Yasong Dai et al.
  3.51
• Structural Energy Guidance for View-Consistent Text-to-3D Generation (2026)
  Qing Zhang et al.
  3.39
• The Latent Color Subspace: Emergent Order in High-Dimensional Chaos (2026)
  Mateusz Pach et al.
  3.28
• Eye-for-an-eye: Appearance Transfer with Semantic Correspondence in Diffusion Models (2024)
  Sooyeon Go and Kyungmook Choi and Minjung Shin and Youngjung Uh
  3.20
• Faster Diffusion via Temporal Attention Decomposition (2024)
  Haozhe Liu et al.
  3.09
• DUDE: Diffusion-Based Unsupervised Cross-Domain Image Retrieval (2025)
  Ruohong Yang et al.
  3.04
• PartComposer: Learning and Composing Part-Level Concepts from Single-Image Examples (2025)
  Junyu Liu et al.
  2.87
• StableCodec: Taming One-Step Diffusion for Extreme Image Compression (2025)
  Tianyu Zhang et al.
  2.87
• Stable Diffusion for Data Augmentation in COCO and Weed Datasets (2023)
  Boyang Deng
  2.86
• Conditional Stochastic Interpolation for Generative Learning (2023)
  Ding Huang et al.
  2.86
• ShotAdapter: Text-to-Multi-Shot Video Generation with Diffusion Models (2025)
  Ozgur Kara et al.
  2.82
• Enhancing Variational Autoencoders with Smooth Robust Latent Encoding (2025)
  Hyomin Lee et al.
  2.76
• One-Step Residual Shifting Diffusion for Image Super-Resolution via Distillation (2025)
  Daniil Selikhanovych et al.
  2.71
• Contrastive Learning Guided Latent Diffusion Model for Image-to-Image Translation (2025)
  Qi Si et al.
  2.71
• Enhancing Creative Generation on Stable Diffusion-based Models (2025)
  Jiyeon Han et al.
  2.71
• CAT Pruning: Cluster-Aware Token Pruning For Text-to-Image Diffusion Models (2025)
  Xinle Cheng et al.
  2.65
• Exploring the latent space of diffusion models directly through singular value decomposition (2025)
  Li Wang and Boyan Gao and Yanran Li and Zhao Wang and Xiaosong Yang and David A. Clifton and Jun Xiao
  2.65
• StyleBlend: Enhancing Style-Specific Content Creation in Text-to-Image Diffusion Models (2025)
  Zichong Chen et al.
  2.65
• FairDiffusion: Enhancing Equity in Latent Diffusion Models via Fair Bayesian Perturbation (2024)
  Yan Luo et al.
  2.60
• PQD: Post-training Quantization for Efficient Diffusion Models (2025)
  Jiaojiao Ye et al.
  2.60
• Diffusion Prism: Enhancing Diversity and Morphology Consistency in Mask-to-Image Diffusion (2025)
  Hao Wang et al.
  2.60
• CubeDiff: Repurposing Diffusion-Based Image Models for Panorama Generation (2025)
  Nikolai Kalischek et al.
  2.60
• Diffusion Models to Enhance the Resolution of Microscopy Images: A Tutorial (2024)
  Harshith Bachimanchi and Giovanni Volpe
  2.43
• RATLIP: Generative Adversarial CLIP Text-to-Image Synthesis Based on Recurrent Affine Transformations (2024)
  Chengde Lin et al.
  2.21
• Factorized Diffusion: Perceptual Illusions by Noise Decomposition (2024)
  Daniel Geng et al.
  2.15
• Diffusion Image Generation with Explicit Modeling of Data Manifold Geometry (2026)
  Duoduo Xue et al.
  1.94
• UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation (2026)
  Zeyuan Yang et al.
  1.94
• Efficient and Training-Free Single-Image Diffusion Models (2026)
  Haojun Qiu et al.
  1.94
• Inverting the Streaming-Diffusion Bottleneck: Video-Rate MLLM-Conditioned Edit Diffusion on a Consumer GPU (2026)
  Yoshiyuki Ootani
  1.94